org.neo4j.gds.kmeans.KmeansSampler Maven / Gradle / Ivy
/*
* Copyright (c) "Neo4j"
* Neo4j Sweden AB [http://neo4j.com]
*
* This file is part of Neo4j.
*
* Neo4j is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see .
*/
package org.neo4j.gds.kmeans;
import org.neo4j.gds.collections.ha.HugeDoubleArray;
import org.neo4j.gds.core.concurrency.Concurrency;
import org.neo4j.gds.core.utils.progress.tasks.ProgressTracker;
import java.util.List;
import java.util.SplittableRandom;
import java.util.concurrent.ExecutorService;
public abstract class KmeansSampler {
final SplittableRandom random;
final int k;
final long nodeCount;
final ClusterManager clusterManager;
public abstract void performInitialSampling();
public KmeansSampler(
SplittableRandom random,
ClusterManager clusterManager,
long nodeCount,
int k
) {
this.random = random;
this.nodeCount = nodeCount;
this.clusterManager = clusterManager;
this.k = k;
}
public static KmeansSampler createSampler(
SamplerType samplerType,
SplittableRandom random,
ClusterManager clusterManager,
long nodeCount,
int k,
Concurrency concurrency,
HugeDoubleArray distanceFromCenter,
ExecutorService executorService,
List tasks,
ProgressTracker progressTracker
) {
if (samplerType == SamplerType.UNIFORM) {
return new KmeansUniformSampler(random, clusterManager, nodeCount, k, progressTracker);
} else {
return new KmeansPlusPlusSampler(
random,
clusterManager,
nodeCount,
k,
distanceFromCenter,
concurrency,
executorService,
tasks,
progressTracker
);
}
}
}
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